Seminar Internasional Scopus

Noise Reduction through Bagging on Neural Network Algorithm for Forest Fire Estimates

IEEE

Noise Reduction through Bagging on Neural Network Algorithm for Forest Fire Estimates

Noise Reduction through Bagging on Neural Network Algorithm for Forest Fire Estimates

Rangga Sanjaya, Fitriyani, Suharyanto, dan Diah Puspitasari

IEEE

Metadata Publikasi

Kategori
Seminar Internasional Scopus
Jurnal/Sumber
IEEE
Penerbit
IEEE
ISSN
-
Tanggal Publikasi
28 Maret 2019
Volume / Issue
-
DOI
-

Penulis dan Afiliasi

Rangga Sanjaya Universitas ARS - Corresponding author
Fitriyani Universitas ARS
Suharyanto AMIK BSI Bandung
Diah Puspitasari AMIK BSI Bekasi

Abstrak

Forest fires are a common environmental issue and have many negative impacts. Besides to causing damage to the environment, the impact of forest fires is a high cost in dealing with the forest fires themselves and the post-fire recovery process. Estimates of burned areas are important to predicted how strong fire radiation is to the surrounding area, so that resources in dealing with forest fires can be appropriately allocated. In addition, forest fire estimates can provide preliminary information to avoid greater damage. Neural Network is one of the regression and classification methods that can be applied to predict the area of forest fires. However, Neural Network still has weakness when handling noise data. The noise data can affect the results of the experiments performed. To reduce the noise data on Neural Network, in this experiment will be implemented Bagging to get lower error rate on forest fires estimates area. The results of the study will compare the error rates of Neural Network (NN) before and after Bagging implementation (NN+BG).

Kata Kunci

Forest Fires Estimates Bagging Noise Neural Network
APA

Sanjaya, R., Fitriyani,, Suharyanto, & Puspitasari, D. (2019). Noise Reduction through Bagging on Neural Network Algorithm for Forest Fire Estimates. IEEE.

Chicago

Rangga Sanjaya, Fitriyani, Suharyanto, and Diah Puspitasari. "Noise Reduction through Bagging on Neural Network Algorithm for Forest Fire Estimates." IEEE (2019).

Harvard

Sanjaya, R., Fitriyani,, Suharyanto, and Puspitasari, D. 2019, "Noise Reduction through Bagging on Neural Network Algorithm for Forest Fire Estimates", IEEE.